I have 7+ years of experience delivering AI/ML, NLP, and Generative AI solutions that drive measurable business impact, primarily within the financial domain. My expertise spans end-to-end ML system design, LLM fine-tuning, and building GenAI applications using LangChain, FAISS, and RAG architectures. I’ve led and contributed to high-impact initiatives, including real-time underwriting risk models on AWS SageMaker, NLP-driven contact center optimizations saving $750K annually, and Generative AI chatbots that automated nearly 80% of advisor queries. I specialize in taking models from experimentation to production-grade systems using strong MLOps, CI/CD, and cloud-native workflows. I’m known for blending deep technical expertise with business understanding—focusing not just on models, but on automation, decision acceleration, and revenue impact. I’m passionate about mentoring professionals, guiding career growth, and building scalable AI systems that create real-world value.